[patched] - Hztxt

The dominant paradigm in modern NLP is the sequential token-based model. Whether Recurrent Neural Networks (RNNs) or Transformers, text is processed as a discrete sequence of vectors corresponding to tokens. While successful, this approach carries inherent limitations.

$$ Y_k = X_k \cdot W_k + b_k $$

Maya began to experiment, trying to decipher the meaning behind the message. She started by analyzing the frequency of the term "hztxt" in various contexts, from chat logs to code snippets. Slowly but surely, she began to notice a pattern. The dominant paradigm in modern NLP is the

It’s still there. Drawing. Never lifting the pen. The dominant paradigm in modern NLP is the